Zero of fourteen models named Metabase first on the direct prompt; one named Domo. Metabase was named by fourteen of the fourteen models and Domo by ten and Metabase carries 45 labels and Domo 22, so the shares are not directly comparable.
United States. Named in four categories this edition.
American Fork, United States, founded 2010. Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the dashboards and data visualization page.
Across every category in the November 2026 Edition, Metabase and Domo were named in the same answer twenty-five times, of the 145 answers naming Metabase and the 73 naming Domo. In those answers Domo took the first choice zero times and Metabase one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Metabase, Superset, and similar options can reduce licensing costs, but configuration, upgrades, security, and governance may require substantial technical expertise.” Perplexity Sonar · negative prompt · soft negative
“better for startups or technical teams. Lacks enterprise governance for scaling B2B sales ops.” Kimi K2 · direct prompt · soft negative
“Limitations: Less enterprise-grade features compared to paid competitors” Kimi K2 · comparative prompt · soft negative
“Metabase (Best Overall Balance) ... widely considered the best starting point for startups and small businesses” Qwen 3.7 Flash · budget prompt · first choice
“the best overall value is usually Metabase” GPT-5.4 mini · budget prompt · first choice
“Best for a technical team with a PostgreSQL/MySQL database; self-hosting can be free, but requires server administration.” Perplexity Sonar · budget prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid or Consider Carefully: Domo: Consumption-based pricing can be unpredictable” Kimi K2 · paraphrase prompt · hard negative
“Products such as Sisense, Domo, and Qlik may be capable, but quote-led pricing makes total cost and renewal exposure harder to assess.” Perplexity Sonar · negative prompt · soft negative
“Opaque and potentially expensive pricing (not transparent, scales poorly for larger needs). Steep learning curve” Grok 4.20 · negative prompt · soft negative
“Start with Power BI or Domo depending on your specific situation” MiniMax M2.5 · direct prompt · first choice
“Choose Domo when rapid integration of many business data sources is more important than maximum visualization sophistication.” Perplexity Sonar · comparative prompt · alternative
“Choose Domo if: You are a marketing team or an SME that needs a mobile-friendly, all-in-one cloud platform” GLM 4.7 FlashX · comparative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.